{"id":"W1981910287","doi":"10.4054/demres.2011.24.27","title":"HIV/AIDS and time allocation in rural Malawi","year":2011,"lang":"en","type":"article","venue":"Demographic Research","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université de Montréal","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Human immunodeficiency virus (HIV); Rural area; Geography; Socioeconomics; Economic growth; Demography; Economics; Medicine; Sociology; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002572256,0.00006066881,0.00008475612,0.0004390929,0.0005122086,0.00006336856,0.0002632901,0.00009752435,0.0005166502],"category_scores_gemma":[0.0001525963,0.00005862334,0.00002897424,0.001193751,0.000530687,0.0002571328,0.00003049465,0.0002215522,0.00009689336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003717346,"about_ca_system_score_gemma":0.0001901582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006456686,"about_ca_topic_score_gemma":0.002826062,"domain_scores_codex":[0.9982443,0.0005367221,0.0001306969,0.0001818386,0.0004896548,0.0004167208],"domain_scores_gemma":[0.9993924,0.0001221821,0.00002087827,0.0001651871,0.0001508588,0.0001484893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002027934,0.0001088254,0.8613014,0.00000894215,0.000008575448,0.000001954663,0.02685233,5.703847e-8,0.00005793495,0.09927914,0.003355476,0.009005111],"study_design_scores_gemma":[0.0002513512,0.00006613021,0.9235995,0.00003615673,0.000003595953,0.000001195138,0.01498917,0.00004245834,0.00003943084,0.0303055,0.03053121,0.0001343388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757184,0.0007122177,0.000005965344,0.002017917,0.00006522796,0.0002341507,0.00000236855,0.00002915955,0.1212147],"genre_scores_gemma":[0.994036,0.001634829,0.0001647241,0.00004429986,0.0001124081,0.00002520291,0.000008930486,0.000007393565,0.003966189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183177,"threshold_uncertainty_score":0.9760621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05051052199358622,"score_gpt":0.344972301064168,"score_spread":0.2944617790705817,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}